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memory-system

Hybrid retrieval memory architecture — MongoDB document storage, Qdrant vector search with named vectors, BM25 sparse search, RRF fusion

mohamed-elkholy95
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mohamed-elkholy95
Updated 3/22/2026
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quick start

Installation and usage

Hybrid retrieval memory architecture — MongoDB document storage, Qdrant vector search with named vectors, BM25 sparse search, RRF fusion

Installation
$ install --globalskills.sh
Usage

Once installed, you can use this skill by running the following command in your terminal:

skills use memory-system